HPC and energy efficiency using V-nets
In today’s era of exascale machines, energy efficiency is more crucial than ever. This study explores the potential of V-nets, initially tested on small-scale machines, to be scaled up for larger systems that support parallelism. By capturing real-time data as sequences of discrete events, this pro...
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| Format: | Article |
| Language: | English |
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Universidad Autónoma de Bucaramanga
2024-12-01
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| Series: | Revista Colombiana de Computación |
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| Online Access: | https://revistas.unab.edu.co/index.php/rcc/article/view/5273 |
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| _version_ | 1832584081685086208 |
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| author | John William Vásquez-Capacho |
| author_facet | John William Vásquez-Capacho |
| author_sort | John William Vásquez-Capacho |
| collection | DOAJ |
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In today’s era of exascale machines, energy efficiency is more crucial than ever. This study explores the potential of V-nets, initially tested on small-scale machines, to be scaled up for larger systems that support parallelism. By capturing real-time data as sequences of discrete events, this project investigates how V-nets can effectively analyze these event sequences to diagnose system behavior in High-Performance Computing (HPC) systems. The focus is on constructing temporal patterns to assess the energy performance of scalable computing systems. While no specific system is tested, the analysis emphasizes the significance of this innovative formalism. It showcases V-nets ability to identify simultaneous event occurrences, detect partial sequences, and mitigate false positives. This research aims to bridge the gap between theoretical analysis and practical implementation in Industry 4.0, ultimately advancing the optimization of scalable computing systems.
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| format | Article |
| id | doaj-art-9a4e3e468ff142eda1196ce4e4763e27 |
| institution | Kabale University |
| issn | 1657-2831 2539-2115 |
| language | English |
| publishDate | 2024-12-01 |
| publisher | Universidad Autónoma de Bucaramanga |
| record_format | Article |
| series | Revista Colombiana de Computación |
| spelling | doaj-art-9a4e3e468ff142eda1196ce4e4763e272025-01-27T19:31:14ZengUniversidad Autónoma de BucaramangaRevista Colombiana de Computación1657-28312539-21152024-12-0125210.29375/25392115.5273HPC and energy efficiency using V-nets John William Vásquez-Capacho0https://orcid.org/0000-0003-3710-1086Universidad Industrial de Santander In today’s era of exascale machines, energy efficiency is more crucial than ever. This study explores the potential of V-nets, initially tested on small-scale machines, to be scaled up for larger systems that support parallelism. By capturing real-time data as sequences of discrete events, this project investigates how V-nets can effectively analyze these event sequences to diagnose system behavior in High-Performance Computing (HPC) systems. The focus is on constructing temporal patterns to assess the energy performance of scalable computing systems. While no specific system is tested, the analysis emphasizes the significance of this innovative formalism. It showcases V-nets ability to identify simultaneous event occurrences, detect partial sequences, and mitigate false positives. This research aims to bridge the gap between theoretical analysis and practical implementation in Industry 4.0, ultimately advancing the optimization of scalable computing systems. https://revistas.unab.edu.co/index.php/rcc/article/view/5273Scalable computing systemsV-netsHPC Energy performanceIndustry 4.0DES diagnosis |
| spellingShingle | John William Vásquez-Capacho HPC and energy efficiency using V-nets Revista Colombiana de Computación Scalable computing systems V-nets HPC Energy performance Industry 4.0 DES diagnosis |
| title | HPC and energy efficiency using V-nets |
| title_full | HPC and energy efficiency using V-nets |
| title_fullStr | HPC and energy efficiency using V-nets |
| title_full_unstemmed | HPC and energy efficiency using V-nets |
| title_short | HPC and energy efficiency using V-nets |
| title_sort | hpc and energy efficiency using v nets |
| topic | Scalable computing systems V-nets HPC Energy performance Industry 4.0 DES diagnosis |
| url | https://revistas.unab.edu.co/index.php/rcc/article/view/5273 |
| work_keys_str_mv | AT johnwilliamvasquezcapacho hpcandenergyefficiencyusingvnets |